{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# StackOverflow Problems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Real-world problems to test your skills on!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from skimage import (filters, io, color, exposure, feature,\n",
    "                     segmentation, morphology, img_as_float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parameters of a pill\n",
    "\n",
    "(Based on StackOverflow http://stackoverflow.com/questions/28281742/fitting-a-circle-to-a-binary-image)\n",
    "\n",
    "<img src=\"../images/round_pill.jpg\" width=\"200px\" style=\"float: left; padding-right: 1em;\"/>\n",
    "Consider a pill from the [NLM Pill Image Recognition Pilot](http://pir.nlm.nih.gov/pilot/instructions.html) (``../images/round_pill.jpg``).  Fit a circle to the pill outline and compute its area.\n",
    "\n",
    "<div style=\"clear: both;\"></div>\n",
    "\n",
    "*Hints:*\n",
    "\n",
    "1. Equalize (``exposure.equalize_*``)\n",
    "2. Detect edges (``filter.canny`` or ``feature.canny``--depending on your version)\n",
    "3. Fit the ``CircleModel`` using ``measure.ransac``."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Alternative: morphological snakes\n",
    "\n",
    "**NOTE**: this is expensive to compute, so may take a while to execute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial level set\n",
    "pill = color.rgb2gray(image)\n",
    "pill = restoration.denoise_nl_means(pill, multichannel=False)\n",
    "\n",
    "level_set = segmentation.circle_level_set(pill.shape, radius=200)\n",
    "ls = segmentation.morphological_chan_vese(pill, 80, init_level_set=level_set, smoothing=3)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(8, 8))\n",
    "\n",
    "ax.imshow(pill, cmap=\"gray\")\n",
    "ax.set_axis_off()\n",
    "ax.contour(ls, [0.5], colors='r');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Counting coins\n",
    "\n",
    "Based on StackOverflow http://stackoverflow.com/questions/28242274/count-number-of-objects-using-watershed-algorithm-scikit-image\n",
    "\n",
    "Consider the coins image from the scikit-image example dataset, shown below.\n",
    "Write a function to count the number of coins.\n",
    "\n",
    "The procedure outlined here is a bit simpler than in the notebook lecture (and works just fine!)\n",
    "\n",
    "<div style=\"clear: both;\"></div>\n",
    "\n",
    "*Hint:*\n",
    "\n",
    "1. Equalize\n",
    "2. Threshold (``filters.threshold_otsu``)\n",
    "3. Remove objects touching boundary (``segmentation.clear_border``)\n",
    "4. Apply morphological closing (``morphology.closing``)\n",
    "5. Remove small objects (``measure.regionprops``)\n",
    "6. Visualize (potentially using ``color.label2rgb``)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage import data\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(data.coins(), cmap='gray');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Snakes\n",
    "\n",
    "Based on https://stackoverflow.com/q/8686926/214686\n",
    "\n",
    "<img src=\"../images/snakes.png\" width=\"200px\" style=\"float: left; padding-right: 1em;\"/>\n",
    "\n",
    "Consider the zig-zaggy snakes on the left (``../images/snakes.png``).<br/>Write some code to find the begin- and end-points of each.\n",
    "\n",
    "<div style=\"clear: both;\"></div>\n",
    "\n",
    "*Hints:*\n",
    "\n",
    "1. Threshold the image to turn it into \"black and white\"\n",
    "2. Not all lines are a single pixel thick.  Use skeletonization to thin them out (``morphology.skeletonize``)\n",
    "3. Locate all snake endpoints (I used a combination of ``scipy.signal.convolve2d`` [find all points with only one neighbor], and ``np.logical_and`` [which of those points lie on the snake?] to do that, but there are many other ways)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# M&Ms\n",
    "\n",
    "How many blue M&Ms are there in this image (`../images/mm.jpg`)?\n",
    "\n",
    "<img src=\"../images/mm.jpg\" width=\"400px\"/>\n",
    "\n",
    "Steps:\n",
    "\n",
    "1. Denoise the image (using, e.g., `restoration.denoise_nl_means`)\n",
    "2. Calculate how far each pixel is away from pure blue\n",
    "3. Segment this distance map to give a \"pill mask\"\n",
    "4. Fill in any holes in that mask, using `scipy.ndimage.binary_fill_holes`\n",
    "5. Use watershed segmentation to split apart any M&Ms that were joined, as described in http://scikit-image.org/docs/dev/auto_examples/segmentation/plot_watershed.html\n",
    "\n",
    "*Alternative approach:*\n",
    "\n",
    "- http://scikit-image.org/docs/dev/user_guide/tutorial_segmentation.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Viscous fingers\n",
    "\n",
    "Based on StackOverflow: http://stackoverflow.com/questions/23121416/long-boundary-detection-in-a-noisy-image\n",
    "\n",
    "<img src=\"../images/fingers.png\" width=\"200px\" style=\"float: left; padding-right: 1em;\"/>\n",
    "\n",
    "Consider the fluid experiment on the right (`../images/fingers.png`).  Determine any kind of meaningful boundary in this noisy image.\n",
    "\n",
    "<div style=\"clear: both;\"></div>\n",
    "\n",
    "*Hints:*\n",
    "\n",
    "1. Convert to grayscale\n",
    "2. Try edge detection (``feature.canny``)\n",
    "3. If edge detection fails, denoising is needed (try ``restoration.denoise_tv_bregman``)\n",
    "4. Try edge detection (``feature.canny``)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6rc1"
  }
 },
 "nbformat": 4,
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}
